| Literature DB >> 26124991 |
Yu Jin Kim1, Sang Youl Rhee1, Jong Kyu Byun1, So Young Park1, Soo Min Hong1, Sang Ouk Chin2, Suk Chon1, Seungjoon Oh1, Jeong-Taek Woo1, Sung Woon Kim1, Young Seol Kim1.
Abstract
BACKGROUND: We developed for the first time a smartphone application designed for diabetes self-management in Korea and registered a patent for the relevant algorithm. We also investigated the user satisfaction with the application and the change in diabetes related self-care activities after using the application.Entities:
Keywords: Cell phones; Diabetes mellitus; Mobile applications; Self care
Year: 2015 PMID: 26124991 PMCID: PMC4483606 DOI: 10.4093/dmj.2015.39.3.207
Source DB: PubMed Journal: Diabetes Metab J ISSN: 2233-6079 Impact factor: 5.376
Fig. 1Smart phone application outline. (A) The "Diabetes Notepad" application records personal information, blood glucose levels and test records for comorbidities and includes additional features such as diabetes education materials and a cardiovascular risk calculator. (B) The application allows easy access to the saved blood glucose history through the blood glucose record sheet and a graph.
Demographic characteristics of the study subjects
| Characteristic | Value |
|---|---|
| Sex, male/female | 71 (78.9)/19 (21.1) |
| Age, yr | |
| Mean±SD | 43.5±10.5 |
| Median (range) | 44.0 (14-74) |
| Duration of diabetes, yr | |
| <1 | 33 (36.7) |
| 1 to <3 | 18 (20.0) |
| 3 to <5 | 12 (13.3) |
| 5 to <10 | 11 (12.2) |
| ≥10 | 16 (17.8) |
| Period of 'Diabetes Notepad' application usage | |
| <6 mo | 73 (82.0) |
| 6 mo to <1 yr | 13 (14.6) |
| ≥1 yr | 3 (3.4) |
| Smartphone model | |
| iPhone | 12 (13.3) |
| Android phone | 78 (86.7) |
| Education level | |
| Primary school | 2 (2.2) |
| Junior high school | 1 (1.1) |
| High school | 15 (16.7) |
| University or higher | 72 (80.0) |
| Income/mo (Korean won) | |
| ≤1,000,000 | 15 (16.9) |
| 1,010,000-2,000,000 | 13 (14.6) |
| 2,010,000-3,000,000 | 15 (16.9) |
| 3,010,000-5,000,000 | 25 (28.1) |
| ≥5,010,000 | 21 (23.6) |
| Comorbidities | |
| None | 38 (56.7) |
| Hypertension | 13 (19.4) |
| Dyslipidemia | 12 (17.9) |
| Other | 4 (6.0) |
Values are presented as the number (%).
Fig. 2Users of the application were widely distributed across the nation. Users were from Seoul (28.9%), Gyeonggi (24.4%), Incheon (5.6%), Gangwon (0.0%), Chungcheong (5.6%), Jeolla (5.6%), Daejeon (3.3%), Daegu (8.9%), Gwangju (2.2%), Gyeongsang (7.8%), Ulsan (2.2%), Busan (5.6%), and Jeju (0.0%).
Results for user satisfaction
| Strongly agree | Agree | Disagree | Strongly disagree | |
|---|---|---|---|---|
| Have there been positive changes in the clinical course of diabetes after the use of the application? | 22 (24.7) | 52 (58.4) | 14 (15.7) | 1 (1.1) |
| Are you satisfied with the structure and completeness of the application? | 28 (31.1) | 50 (55.6) | 12 (13.3) | 0 |
| Is the application easy to use? | 44 (48.9) | 43 (47.8) | 3 (3.3) | 0 |
| Are you willing to actively recommend the application to others? | 48 (53.3) | 40 (44.4) | 2 (2.2) | 0 |
| Will you keep using the application to manage diabetes? | 62 (69.7) | 24 (27.0) | 2 (2.2) | 1 (1.1) |
Values are presented as the number (%). Cronbach's α=0.791.
User satisfaction with the application according to demographic characteristics
| Characteristic | Have there been positive changes in the clinical course of diabetes after the use of the application? | Are you satisfied with the structure and completeness of the application? | Is the application easy to use? | Are you willing to actively recommend the application to others? | Will you keep using the application to manage diabetes? |
|---|---|---|---|---|---|
| Sex | |||||
| Male ( | 3.08±0.69 | 3.20±0.62 | 3.54±0.50 | 3.55±0.56 | 3.70±0.55 |
| Female ( | 3.00±0.59 | 3.11±0.74 | 3.16±0.69 | 3.37±0.50 | 3.44±0.71 |
| | 0.556 | 0.642 | 0.026a | 0.144 | 0.106 |
| Age, yr | |||||
| <40 ( | 3.00±0.68 | 3.18±0.72 | 3.46±0.58 | 3.61±0.50 | 3.63±0.63 |
| ≥40 ( | 3.10±0.67 | 3.18±0.62 | 3.45±0.56 | 3.47±0.56 | 3.66±0.57 |
| | 0.477 | 0.914 | 0.905 | 0.299 | 0.951 |
| Duration of diabetes, yr | |||||
| <1 ( | 3.06±0.72 | 3.24±0.66 | 3.61±0.50 | 3.58±0.50 | 3.63±0.55 |
| 1 to <3 ( | 3.11±0.76 | 3.11±0.68 | 3.28±0.58 | 3.50±0.62 | 3.67±0.77 |
| 3 to <5 ( | 3.00±0.74 | 2.92±0.29 | 3.25±0.45 | 3.33±0.65 | 3.58±0.52 |
| 5 to <10 ( | 3.00±0.63 | 3.18±0.60 | 3.55±0.52 | 3.36±0.50 | 3.55±0.69 |
| ≥10 ( | 3.13±0.50 | 3.31±0.79 | 3.44±0.73 | 3.63±0.50 | 3.81±0.40 |
| | 0.961 | 0.411 | 0.177 | 0.564 | 0.634 |
| Period of 'Diabetes Notepad' application usage | |||||
| <6 mo ( | 3.07±0.65 | 3.16±0.66 | 3.46±0.55 | 3.50±0.56 | 3.60±0.62 |
| 6 mo to <1 yr ( | 3.15±0.80 | 3.23±0.60 | 3.46±0.66 | 3.62±0.51 | 3.92±0.28 |
| ≥1 yr ( | 2.67±0.58 | 3.33±0.58 | 3.33±0.58 | 3.33±0.58 | 3.67±0.58 |
| | 0.484 | 0.89 | 0.888 | 0.658 | 0.158 |
| Smartphone model | |||||
| iPhone ( | 3.00±0.85 | 2.92±0.52 | 3.33±0.49 | 3.50±0.67 | 3.67±0.65 |
| Android phone ( | 3.08±0.64 | 3.22±0.66 | 3.47±0.58 | 3.51±0.53 | 3.65±0.58 |
| | 0.724 | 0.113 | 0.331 | 0.881 | 0.764 |
| Education level | |||||
| High school or lower ( | 3.06±0.54 | 3.39±0.61 | 3.22±0.65 | 3.39±0.50 | 3.78±0.43 |
| University or higher ( | 3.07±0.70 | 3.13±0.65 | 3.51±0.53 | 3.54±0.56 | 3.62±0.62 |
| | 0.835 | 0.121 | 0.077 | 0.22 | 0.366 |
| Income/mo (Korean won) | |||||
| ≤1,000,000 ( | 3.07±0.62 | 3.33±0.62 | 3.40±0.63 | 3.40±0.51 | 3.67±0.49 |
| 1,010,000-2,000,000 ( | 2.92±0.50 | 2.77±0.73 | 3.15±0.69 | 3.46±0.52 | 3.46±0.66 |
| 2,010,000-3,000,000 (n=15) | 3.07±0.70 | 3.27±0.70 | 3.60±0.51 | 3.67±0.49 | 3.79±0.58 |
| 3,010,000-5,000,000 ( | 3.08±0.69 | 3.19±0.69 | 3.50±0.51 | 3.50±0.65 | 3.46±0.71 |
| ≥5,010,000 ( | 3.14±0.79 | 3.24±0.43 | 3.52±0.51 | 3.52±0.51 | 3.90±0.30 |
| | 0.883 | 0.206 | 0.399 | 0.697 | 0.020a |
| Comorbidities | |||||
| None ( | 3.12±0.67 | 3.18±0.62 | 3.48±0.57 | 3.54±0.57 | 3.63±0.64 |
| Hypertension ( | 3.15±0.69 | 3.23±0.73 | 3.31±0.63 | 3.54±0.52 | 3.69±0.48 |
| Dyslipidemia ( | 2.67±0.65 | 3.17±0.72 | 3.58±0.52 | 3.42±0.52 | 3.67±0.49 |
| Other ( | 3.25±0.50 | 3.00±0.82 | 3.25±0.50 | 3.25±0.50 | 3.75±0.50 |
| | 0.141 | 0.943 | 0.556 | 0.591 | 0.993 |
Values are presented as mean±standard deviation. Statistics were analyzed by the Mann-Whitney U test and Kruskal-Wallis test.
aStatistically significant differences (P<0.05).
Changes in diabetes related self-care activities as assessed by the Summary of Diabetes Self-Care Activities
| Variable | Before, day | After, day | |
|---|---|---|---|
| Blood sugar testing | 3.60±2.67 | 5.53±1.78 | 0.000a |
| Diet | 4.97±2.05 | 5.70±1.52 | 0.000a |
| Alcohol | 1.26±1.69 | 1.07±1.71 | 0.054 |
| Smoking | 2.31±3.16 | 1.80±2.83 | 0.002a |
| Exercise | 2.67±2.14 | 3.78±2.23 | 0.000a |
| Medication | 4.64±2.83 | 5.55±2.31 | 0.000a |
| Weight measurement | 1.80±2.04 | 2.66±2.29 | 0.000a |
| Comply with regular lifestyle | 3.61±2.15 | 5.00±1.94 | 0.000a |
Values are presented as mean±standard deviation. Statistics were analyzed by the Wilcoxon signed rank test.
aStatistically significant differences (P<0.05).
Changes in the Summary of Diabetes Self-Care Activities items according to demographic characteristics
| ΔVariable | ΔBlood sugar testing | ΔDiet | ΔAlcohol | ΔSmoking | ΔExercise | ΔMedication | Δweight measurement | ΔComply with regular lifestyle |
|---|---|---|---|---|---|---|---|---|
| Sex | ||||||||
| Male ( | 2.26±2.89 | 0.73±1.58 | -0.20±1.77 | -0.66±1.80 | 1.33±2.21 | 0.86±2.23 | 0.99±1.49 | 1.68±1.96 |
| Female ( | 0.74±1.94 | 0.74±1.05 | -0.16±0.38 | 0.00±0.00 | 0.26±2.28 | 1.11±2.18 | 0.37±1.64 | 0.32±0.75 |
| | 0.020a | 0.709 | 0.578 | 0.088 | 0.170 | 0.728 | 0.076 | 0.006a |
| Age, yr | ||||||||
| <40 ( | 1.39±2.49 | 0.82±1.66 | 0.21±2.52 | -0.78±2.24 | 0.96±2.74 | 1.04±2.15 | 0.82±2.04 | 1.11±1.91 |
| ≥40 ( | 2.18±2.89 | 0.69±1.40 | -0.37±0.85 | -0.40±1.26 | 1.16±2.03 | 0.85±2.25 | 0.87±1.26 | 1.52±1.84 |
| | 0.113 | 0.936 | 0.285 | 0.948 | 0.600 | 0.892 | 0.271 | 0.198 |
| Duration of diabetes, yr | ||||||||
| <1 ( | 2.30±3.32 | 0.76±1.64 | -0.15±2.46 | -1.00±2.22 | 1.94±2.72 | 1.61±2.57 | 0.85±1.87 | 1.58±2.09 |
| 1 to <3 ( | 1.22±2.92 | 0.72±1.13 | -0.17±0.71 | -0.71±1.83 | 0.33±2.09 | 1.12±2.50 | 0.83±1.92 | 1.06±1.59 |
| 3 to <5 ( | 1.91±2.39 | 0.00±1.13 | -0.50±1.00 | -0.08±0.29 | 0.64±1.36 | 0.17±0.94 | 1.00±1.13 | 1.17±1.64 |
| 5 to <10 ( | 2.36±2.46 | 0.73±1.35 | -0.09±0.54 | 0.00±0.00 | 0.45±0.82 | 0.18±2.27 | 1.00±1.00 | 1.45±1.75 |
| ≥10 ( | 1.69±1.78 | 1.25±1.69 | 1.25±1.69 | 0.00±0.00 | 1.00±2.19 | 0.27±1.03 | 0.69±0.79 | 1.50±2.00 |
| | 0.723 | 0.492 | 0.875 | 0.195 | 0.585 | 0.206 | 0.860 | 0.945 |
| Period of 'Diabetes Notepad' application usage | ||||||||
| <6 mo ( | 2.22±2.88 | 0.80±1.54 | -0.31±1.41 | -0.51±1.68 | 1.12±2.33 | 0.97±2.27 | 0.78±1.42 | 1.50±1.93 |
| 6 mo to <1 yr ( | 0.42±1.83 | 0.38±1.21 | 0.31±2.39 | -0.69±1.44 | 1.08±2.02 | 0.69±2.10 | 1.38±2.18 | 0.92±1.32 |
| ≥1 yr ( | 1.00±1.00 | 0.67±1.16 | 0.67±0.58 | 0.00±0.00 | 0.67±2.08 | 0.33±0.58 | 0.33±0.58 | 0.67±2.08 |
| | 0.196 | 0.713 | 0.065 | 0.467 | 0.810 | 0.926 | 0.702 | 0.475 |
| Smartphone model | ||||||||
| iPhone ( | 2.83±2.86 | 0.25±1.42 | -0.83±2.13 | -0.33±1.16 | 1.08±2.28 | 1.00±2.13 | 1.25±2.30 | 1.33±1.88 |
| Android phone ( | 1.79±2.76 | 0.81±1.48 | -0.09±1.47 | -0.55±1.68 | 1.10±2.27 | 0.89±2.23 | 0.79±1.39 | 1.40±1.87 |
| | 0.242 | 0.286 | 0.161 | 0.681 | 0.576 | 0.935 | 0.670 | 0.775 |
| Education level | ||||||||
| High school or lower ( | 1.17±1.98 | 0.61±1.09 | 0.06±2.10 | 0.00±0.00 | 0.83±1.76 | 0.29±1.05 | 0.28±1.45 | 1.00±1.85 |
| University or higher ( | 2.13±2.93 | 0.76±1.56 | -0.25±1.43 | -0.65±1.79 | 1.17±2.37 | 1.06±2.38 | 1.00±1.53 | 1.49±1.86 |
| | 0.186 | 0.716 | 0.239 | 0.100 | 0.474 | 0.315 | 0.302 | 0.150 |
| Income/mo (Korean won) | ||||||||
| ≤1,000,000 ( | 0.67±1.95 | 0.87±1.25 | 0.47±1.81 | 0.00±0.00 | 0.07±2.69 | 0.93±1.91 | 0.47±1.64 | 0.40±1.21 |
| 1,010,000-2,000,000 ( | 1.62±2.53 | 1.00±2.04 | -0.77±1.54 | -0.38±0.96 | 1.67±2.64 | 1.23±2.65 | 0.77±1.74 | 1.77±2.09 |
| 2,010,000-3,000,000 ( | 3.13±2.85 | 1.47±1.89 | -0.07±2.02 | -1.67±2.94 | 2.53±3.16 | 1.93±2.71 | 1.47±1.92 | 2.20±2.78 |
| 3,010,000-5,000,000 ( | 1.04±2.41 | 0.08±0.85 | -0.08±1.52 | -0.38±1.39 | 0.58±1.21 | 0.92±1.98 | 0.96±1.37 | 1.04±1.43 |
| ≥5,010,000 ( | 3.35±3.10 | 0.76±1.30 | -0.52±0.98 | -0.30±1.13 | 1.14±1.35 | -0.10±1.68 | 0.62±1.61 | 1.71±1.52 |
| | 0.003a | 0.049a | 0.146 | 0.225 | 0.185 | 0.127 | 0.411 | 0.067 |
| Comorbidities | ||||||||
| None ( | 1.50±2.69 | 0.87±1.54 | -0.08±1.44 | -0.38±1.45 | 1.07±2.32 | 0.63±2.03 | 0.70±1.54 | 1.28±1.86 |
| Hypertension ( | 3.08±2.66 | 0.38±1.76 | -0.46±2.57 | -0.77±1.96 | 1.46±2.18 | 1.00±2.13 | 1.46±1.56 | 2.15±2.30 |
| Dyslipidemia ( | 2.75±2.99 | 0.50±0.67 | -0.42±1.17 | -0.83±2.13 | 1.17±2.48 | 2.00±2.76 | 1.08±1.62 | 0.75±0.75 |
| Other ( | 2.25±3.30 | 0.50±1.29 | -0.25±0.50 | -0.75±1.50 | 0.25±0.50 | 1.50±3.00 | 0.50±0.58 | 2.50±1.92 |
| | 0.165 | 0.936 | 0.674 | 0.500 | 0.766 | 0.430 | 0.420 | 0.280 |
Values are presented as mean±standard deviation. Statistics were analyzed by the Mann-Whitney U test and Kruskal-Wallis test. ΔVariables (day/week)=after use of application (day/wk)-before use of application (day/wk).
aStatistically significant differences (P<0.05).
Changes in the Summary of Diabetes Self-Care Activities items according to the satisfaction with the application
| ΔVariable | Two groups according to the satisfaction with the application | ||
|---|---|---|---|
| Groups with high satisfaction with the application ( | Groups with low satisfaction with the application ( | ||
| ΔBlood sugar testing | 2.43±2.77 | 1.19±2.66 | 0.024a |
| ΔDiet | 0.85±1.66 | 0.57±1.17 | 0.781 |
| ΔAlcohol | -0.23±1.67 | -0.14±1.46 | 0.249 |
| ΔSmoking | -0.85±2.05 | -0.05±0.23 | 0.092 |
| ΔExercise | 1.58±2.43 | 0.43±1.82 | 0.000a |
| ΔMedication | 0.92±2.42 | 0.89±1.89 | 0.516 |
| ΔWeight measurement | 1.21±1.83 | 0.35±0.72 | 0.003a |
| ΔComply with regular lifestyle | 1.91±1.94 | 0.65±1.46 | 0.000a |
Values are presented as mean±standard deviation. Statistics were analyzed by the Mann-Whitney U test. ΔMeans the difference between the numbers of SDSCA items before and after the use of the application. ΔVariables (day/wk)=after use of application (day/wk)-before use of application (day/wk).
aStatistically significant differences (P<0.05).